{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlating Windows Security Auditing\r\n",
    "\r\n",
    "-----------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **Author**: Jose Luis Rodriguez - [@Cyb3rPandaH](https://twitter.com/Cyb3rPandaH)\n",
    "* **Organization**: [Open Threat Research (OTR)](https://github.com/OTRF)\n",
    "* **References**: \n",
    " - [OSSEM - Data Dictionaries: Correlating Security Telemetry](https://blog.openthreatresearch.com/ossem_security_telemetry_correlation)\n",
    " - [OSSEM - Data Dictionaries](https://github.com/OTRF/OSSEM-DD)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1) Importing Python Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from openhunt import ossem\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_colwidth', None)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2) Getting All Dictionaries' Names for Security Auditing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "392  dictionaries' names collected!!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['event-4610.yml',\n",
       " 'event-4611.yml',\n",
       " 'event-4612.yml',\n",
       " 'event-4614.yml',\n",
       " 'event-4615.yml']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Getting a Python list with dictionaries' names\n",
    "security_auditing_events = ossem.getDictionaryName('Windows','Security')\n",
    "# Printing number of dictionaries collected\n",
    "print(len(security_auditing_events), \" dictionaries' names collected!!\")\n",
    "# Example of 5 names\n",
    "security_auditing_events[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3) Getting OSSEM Dictionaries Content for Security Auditing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>event_id</th>\n",
       "      <th>standard_name</th>\n",
       "      <th>name</th>\n",
       "      <th>field_description</th>\n",
       "      <th>sample_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Event ID 4610: An authentication package has been loaded by the Local Security Authority.</td>\n",
       "      <td>4610</td>\n",
       "      <td>logon_authentication_package_name</td>\n",
       "      <td>AuthenticationPackageName</td>\n",
       "      <td>the name of loaded Authentication Package. The format is: DLL_PATH_AND_NAME: AUTHENTICATION_PACKAGE_NAME.</td>\n",
       "      <td>C:\\Windows\\system32\\msv1_0.DLL : MICROSOFT_AUTHENTICATION_PACKAGE_V1_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Event ID 4611: A trusted logon process has been registered with the Local Security Authority.</td>\n",
       "      <td>4611</td>\n",
       "      <td>user_sid</td>\n",
       "      <td>SubjectUserSid</td>\n",
       "      <td>SID of account that registered the trusted logon process.</td>\n",
       "      <td>S-1-5-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Event ID 4611: A trusted logon process has been registered with the Local Security Authority.</td>\n",
       "      <td>4611</td>\n",
       "      <td>user_name</td>\n",
       "      <td>SubjectUserName</td>\n",
       "      <td>the name of the account that registered the trusted logon process.</td>\n",
       "      <td>DC01$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Event ID 4611: A trusted logon process has been registered with the Local Security Authority.</td>\n",
       "      <td>4611</td>\n",
       "      <td>user_domain</td>\n",
       "      <td>SubjectDomainName</td>\n",
       "      <td>subject's domain or computer name.</td>\n",
       "      <td>CONTOSO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Event ID 4611: A trusted logon process has been registered with the Local Security Authority.</td>\n",
       "      <td>4611</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>SubjectLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"</td>\n",
       "      <td>0x3e7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Event ID 4611: A trusted logon process has been registered with the Local Security Authority.</td>\n",
       "      <td>4611</td>\n",
       "      <td>logon_process_name</td>\n",
       "      <td>LogonProcessName</td>\n",
       "      <td>the name of registered logon process.</td>\n",
       "      <td>Winlogon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Event 4612 - task_0</td>\n",
       "      <td>4612</td>\n",
       "      <td>TBD</td>\n",
       "      <td>AuditsDiscarded</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Event ID 4614: A notification package has been loaded by the Security Account Manager.</td>\n",
       "      <td>4614</td>\n",
       "      <td>logon_notification_package_name</td>\n",
       "      <td>NotificationPackageName</td>\n",
       "      <td>the name of loaded Notification Package.</td>\n",
       "      <td>WDIGEST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Event 4615 - task_0</td>\n",
       "      <td>4615</td>\n",
       "      <td>TBD</td>\n",
       "      <td>SubjectUserSid</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Event 4615 - task_0</td>\n",
       "      <td>4615</td>\n",
       "      <td>TBD</td>\n",
       "      <td>SubjectUserName</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                           title  \\\n",
       "0      Event ID 4610: An authentication package has been loaded by the Local Security Authority.   \n",
       "1  Event ID 4611: A trusted logon process has been registered with the Local Security Authority.   \n",
       "2  Event ID 4611: A trusted logon process has been registered with the Local Security Authority.   \n",
       "3  Event ID 4611: A trusted logon process has been registered with the Local Security Authority.   \n",
       "4  Event ID 4611: A trusted logon process has been registered with the Local Security Authority.   \n",
       "5  Event ID 4611: A trusted logon process has been registered with the Local Security Authority.   \n",
       "6                                                                            Event 4612 - task_0   \n",
       "7         Event ID 4614: A notification package has been loaded by the Security Account Manager.   \n",
       "8                                                                            Event 4615 - task_0   \n",
       "9                                                                            Event 4615 - task_0   \n",
       "\n",
       "  event_id                      standard_name                       name  \\\n",
       "0     4610  logon_authentication_package_name  AuthenticationPackageName   \n",
       "1     4611                           user_sid             SubjectUserSid   \n",
       "2     4611                          user_name            SubjectUserName   \n",
       "3     4611                        user_domain          SubjectDomainName   \n",
       "4     4611                      user_logon_id             SubjectLogonId   \n",
       "5     4611                 logon_process_name           LogonProcessName   \n",
       "6     4612                                TBD            AuditsDiscarded   \n",
       "7     4614    logon_notification_package_name    NotificationPackageName   \n",
       "8     4615                                TBD             SubjectUserSid   \n",
       "9     4615                                TBD            SubjectUserName   \n",
       "\n",
       "                                                                                                                                                               field_description  \\\n",
       "0                                                                      the name of loaded Authentication Package. The format is: DLL_PATH_AND_NAME: AUTHENTICATION_PACKAGE_NAME.   \n",
       "1                                                                                                                      SID of account that registered the trusted logon process.   \n",
       "2                                                                                                             the name of the account that registered the trusted logon process.   \n",
       "3                                                                                                                                             subject's domain or computer name.   \n",
       "4  hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"   \n",
       "5                                                                                                                                          the name of registered logon process.   \n",
       "6                                                                                                                                                                           None   \n",
       "7                                                                                                                                       the name of loaded Notification Package.   \n",
       "8                                                                                                                                                                           None   \n",
       "9                                                                                                                                                                           None   \n",
       "\n",
       "                                                             sample_value  \n",
       "0  C:\\Windows\\system32\\msv1_0.DLL : MICROSOFT_AUTHENTICATION_PACKAGE_V1_0  \n",
       "1                                                                S-1-5-18  \n",
       "2                                                                   DC01$  \n",
       "3                                                                 CONTOSO  \n",
       "4                                                                   0x3e7  \n",
       "5                                                                Winlogon  \n",
       "6                                                                    None  \n",
       "7                                                                 WDIGEST  \n",
       "8                                                                    None  \n",
       "9                                                                    None  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Getting OSSEM dictionaries content (summary view)\n",
    "security_auditing_dictionaries = ossem.getDictionaryContent('Windows','Security',security_auditing_events,view = 'summary')\n",
    "# Example of dictionary content\n",
    "security_auditing_dictionaries.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4) Filtering Data Fields for Event 4624: An account was successfully logged on"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>SubjectUserSid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>SubjectUserName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>SubjectDomainName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>SubjectLogonId</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>TargetUserSid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>TargetUserName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>TargetDomainName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>TargetLogonId</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>LogonType</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>LogonProcessName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>AuthenticationPackageName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>WorkstationName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>LogonGuid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>TransmittedServices</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>LmPackageName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>KeyLength</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>ProcessId</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>ProcessName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>IpAddress</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>IpPort</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>ImpersonationLevel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>RestrictedAdminMode</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>TargetOutboundUserName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>TargetOutboundDomainName</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>VirtualAccount</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>TargetLinkedLogonId</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>ElevatedToken</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         name\n",
       "34             SubjectUserSid\n",
       "35            SubjectUserName\n",
       "36          SubjectDomainName\n",
       "37             SubjectLogonId\n",
       "38              TargetUserSid\n",
       "39             TargetUserName\n",
       "40           TargetDomainName\n",
       "41              TargetLogonId\n",
       "42                  LogonType\n",
       "43           LogonProcessName\n",
       "44  AuthenticationPackageName\n",
       "45            WorkstationName\n",
       "46                  LogonGuid\n",
       "47        TransmittedServices\n",
       "48              LmPackageName\n",
       "49                  KeyLength\n",
       "50                  ProcessId\n",
       "51                ProcessName\n",
       "52                  IpAddress\n",
       "53                     IpPort\n",
       "54         ImpersonationLevel\n",
       "55        RestrictedAdminMode\n",
       "56     TargetOutboundUserName\n",
       "57   TargetOutboundDomainName\n",
       "58             VirtualAccount\n",
       "59        TargetLinkedLogonId\n",
       "60              ElevatedToken"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "security_auditing_dictionaries[security_auditing_dictionaries['event_id'] == '4624'][['name']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5) Identifying other Security Auditing events that contain 'LogonType' data field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>event_id</th>\n",
       "      <th>standard_name</th>\n",
       "      <th>name</th>\n",
       "      <th>field_description</th>\n",
       "      <th>sample_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Event ID 4624: An account was successfully logged on</td>\n",
       "      <td>4624</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Event ID 4625: An account failed to log on</td>\n",
       "      <td>4625</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Event ID 4626: User/Device claims information</td>\n",
       "      <td>4626</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed.</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Event ID 4627: Group membership information</td>\n",
       "      <td>4627</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed.</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Event ID 4634: An account was logged off</td>\n",
       "      <td>4634</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    title event_id  \\\n",
       "42   Event ID 4624: An account was successfully logged on     4624   \n",
       "71             Event ID 4625: An account failed to log on     4625   \n",
       "90          Event ID 4626: User/Device claims information     4626   \n",
       "103           Event ID 4627: Group membership information     4627   \n",
       "111              Event ID 4634: An account was logged off     4634   \n",
       "\n",
       "    standard_name       name                       field_description  \\\n",
       "42     logon_type  LogonType   the type of logon which was performed   \n",
       "71     logon_type  LogonType   the type of logon which was performed   \n",
       "90     logon_type  LogonType  the type of logon which was performed.   \n",
       "103    logon_type  LogonType  the type of logon which was performed.   \n",
       "111    logon_type  LogonType  the type of logon which was performed.   \n",
       "\n",
       "    sample_value  \n",
       "42             2  \n",
       "71             2  \n",
       "90             3  \n",
       "103            3  \n",
       "111            2  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "security_auditing_dictionaries[security_auditing_dictionaries['name'] == 'LogonType']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6) Identifying other Security Auditing events that contain 'LogonType' and 'TargetLogonId' data fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>event_id</th>\n",
       "      <th>standard_name</th>\n",
       "      <th>name</th>\n",
       "      <th>field_description</th>\n",
       "      <th>sample_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Event ID 4618: A monitored security event pattern has occurred.</td>\n",
       "      <td>4618</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td></td>\n",
       "      <td>0x1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Event ID 4624: An account was successfully logged on</td>\n",
       "      <td>4624</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID</td>\n",
       "      <td>0x8dcdc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Event ID 4624: An account was successfully logged on</td>\n",
       "      <td>4624</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Event ID 4625: An account failed to log on</td>\n",
       "      <td>4625</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Event ID 4626: User/Device claims information</td>\n",
       "      <td>4626</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID</td>\n",
       "      <td>0x136f7b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Event ID 4626: User/Device claims information</td>\n",
       "      <td>4626</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed.</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Event ID 4627: Group membership information</td>\n",
       "      <td>4627</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID</td>\n",
       "      <td>0x136f7b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Event ID 4627: Group membership information</td>\n",
       "      <td>4627</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed.</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Event ID 4634: An account was logged off</td>\n",
       "      <td>4634</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID</td>\n",
       "      <td>0x1a0992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Event ID 4634: An account was logged off</td>\n",
       "      <td>4634</td>\n",
       "      <td>logon_type</td>\n",
       "      <td>LogonType</td>\n",
       "      <td>the type of logon which was performed.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Event ID 4647: User initiated logoff</td>\n",
       "      <td>4647</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID</td>\n",
       "      <td>0x29b379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Event ID 4688: A new process has been created</td>\n",
       "      <td>4688</td>\n",
       "      <td>target_user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"</td>\n",
       "      <td>0x4a5af0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>Event ID 4696: A primary token was assigned to process</td>\n",
       "      <td>4696</td>\n",
       "      <td>target_user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"</td>\n",
       "      <td>0x1c8c5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Event ID 4703: A user right was adjusted.</td>\n",
       "      <td>4703</td>\n",
       "      <td>target_user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"</td>\n",
       "      <td>0x3e7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>Event ID 4800: The workstation was locked</td>\n",
       "      <td>4800</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID,</td>\n",
       "      <td>0x759a9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1417</th>\n",
       "      <td>Event ID 4801: The workstation was unlocked</td>\n",
       "      <td>4801</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID,</td>\n",
       "      <td>0x759a9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>Event ID 4802: The screen saver was invoked</td>\n",
       "      <td>4802</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID,</td>\n",
       "      <td>0x759a9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>Event ID 4803: The screen saver was dismissed</td>\n",
       "      <td>4803</td>\n",
       "      <td>user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID</td>\n",
       "      <td>0x759a9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947</th>\n",
       "      <td>Event ID 4964: Special groups have been assigned to a new logon</td>\n",
       "      <td>4964</td>\n",
       "      <td>target_user_logon_id</td>\n",
       "      <td>TargetLogonId</td>\n",
       "      <td>hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"</td>\n",
       "      <td>0x139faf</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                title  \\\n",
       "29    Event ID 4618: A monitored security event pattern has occurred.   \n",
       "41               Event ID 4624: An account was successfully logged on   \n",
       "42               Event ID 4624: An account was successfully logged on   \n",
       "71                         Event ID 4625: An account failed to log on   \n",
       "89                      Event ID 4626: User/Device claims information   \n",
       "90                      Event ID 4626: User/Device claims information   \n",
       "102                       Event ID 4627: Group membership information   \n",
       "103                       Event ID 4627: Group membership information   \n",
       "110                          Event ID 4634: An account was logged off   \n",
       "111                          Event ID 4634: An account was logged off   \n",
       "116                              Event ID 4647: User initiated logoff   \n",
       "450                     Event ID 4688: A new process has been created   \n",
       "519            Event ID 4696: A primary token was assigned to process   \n",
       "570                         Event ID 4703: A user right was adjusted.   \n",
       "1412                        Event ID 4800: The workstation was locked   \n",
       "1417                      Event ID 4801: The workstation was unlocked   \n",
       "1422                      Event ID 4802: The screen saver was invoked   \n",
       "1427                    Event ID 4803: The screen saver was dismissed   \n",
       "1947  Event ID 4964: Special groups have been assigned to a new logon   \n",
       "\n",
       "     event_id         standard_name           name  \\\n",
       "29       4618         user_logon_id  TargetLogonId   \n",
       "41       4624         user_logon_id  TargetLogonId   \n",
       "42       4624            logon_type      LogonType   \n",
       "71       4625            logon_type      LogonType   \n",
       "89       4626         user_logon_id  TargetLogonId   \n",
       "90       4626            logon_type      LogonType   \n",
       "102      4627         user_logon_id  TargetLogonId   \n",
       "103      4627            logon_type      LogonType   \n",
       "110      4634         user_logon_id  TargetLogonId   \n",
       "111      4634            logon_type      LogonType   \n",
       "116      4647         user_logon_id  TargetLogonId   \n",
       "450      4688  target_user_logon_id  TargetLogonId   \n",
       "519      4696  target_user_logon_id  TargetLogonId   \n",
       "570      4703  target_user_logon_id  TargetLogonId   \n",
       "1412     4800         user_logon_id  TargetLogonId   \n",
       "1417     4801         user_logon_id  TargetLogonId   \n",
       "1422     4802         user_logon_id  TargetLogonId   \n",
       "1427     4803         user_logon_id  TargetLogonId   \n",
       "1947     4964  target_user_logon_id  TargetLogonId   \n",
       "\n",
       "                                                                                                                                                                  field_description  \\\n",
       "29                                                                                                                                                                                    \n",
       "41                                                                 hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID   \n",
       "42                                                                                                                                            the type of logon which was performed   \n",
       "71                                                                                                                                            the type of logon which was performed   \n",
       "89                                                                 hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID   \n",
       "90                                                                                                                                           the type of logon which was performed.   \n",
       "102                                                                hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID   \n",
       "103                                                                                                                                          the type of logon which was performed.   \n",
       "110                                                                hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID   \n",
       "111                                                                                                                                          the type of logon which was performed.   \n",
       "116                                                                hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID   \n",
       "450   hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"   \n",
       "519   hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"   \n",
       "570   hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"   \n",
       "1412                                                              hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID,   \n",
       "1417                                                              hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID,   \n",
       "1422                                                              hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID,   \n",
       "1427                                                               hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID   \n",
       "1947  hexadecimal value that can help you correlate this event with recent events that might contain the same Logon ID, for example, \"4624: An account was successfully logged on.\"   \n",
       "\n",
       "     sample_value  \n",
       "29            0x1  \n",
       "41        0x8dcdc  \n",
       "42              2  \n",
       "71              2  \n",
       "89       0x136f7b  \n",
       "90              3  \n",
       "102      0x136f7b  \n",
       "103             3  \n",
       "110      0x1a0992  \n",
       "111             2  \n",
       "116      0x29b379  \n",
       "450      0x4a5af0  \n",
       "519       0x1c8c5  \n",
       "570         0x3e7  \n",
       "1412      0x759a9  \n",
       "1417      0x759a9  \n",
       "1422      0x759a9  \n",
       "1427      0x759a9  \n",
       "1947     0x139faf  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_fields = security_auditing_dictionaries[(security_auditing_dictionaries['name'] == 'LogonType') | \\\n",
    "                                             (security_auditing_dictionaries['name'] == 'TargetLogonId')]\n",
    "data_fields"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7) Visualizing Security Auditing events that contain 'LogonType' and 'TargetLogonId' data fields: Network Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ossem.event_to_field_network(data_fields,type = 'original')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8) Visualizing Security Auditing events that contain Standard Names for 'LogonType' and 'TargetLogonId' data fields: Network Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
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     },
     "metadata": {},
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   ],
   "source": [
    "# Getting a list of event_id used in our previous network graph\n",
    "event_for_graph = data_fields['event_id'].tolist()\n",
    "# Adding 'SubjectLogonId' data field to the filer\n",
    "data_fields_2 = security_auditing_dictionaries[((security_auditing_dictionaries['name'] == 'LogonType') | \\\n",
    "                                               (security_auditing_dictionaries['name'] == 'TargetLogonId') | \\\n",
    "                                               (security_auditing_dictionaries['name'] == 'SubjectLogonId')) \\\n",
    "                                               & (security_auditing_dictionaries['event_id'].isin(event_for_graph))]\n",
    "# Creating network graph using standard names\n",
    "ossem.event_to_field_network(data_fields_2,type = 'standard')"
   ]
  }
 ],
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